U.S. Navy planes have had a series of dangerously close encounters with Chinese fighter jets during routine patrols above the South China Sea, U.S. officials said, in what they described as an alarming trend that may involve rogue pilots.

The incidents complicate what has been an unusually cooperative period for the two militaries. They underscore how deep-seated suspicions remain, despite attempts by some senior officers and...